Overview

Dataset statistics

Number of variables18
Number of observations5180
Missing cells12020
Missing cells (%)12.9%
Duplicate rows54
Duplicate rows (%)1.0%
Total size in memory728.6 KiB
Average record size in memory144.0 B

Variable types

NUM11
CAT7

Reproduction

Analysis started2020-06-09 03:58:52.821643
Analysis finished2020-06-09 03:59:16.314984
Duration23.49 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Dataset has 54 (1.0%) duplicate rows Duplicates
full_name has a high cardinality: 5004 distinct values High cardinality
first_name has a high cardinality: 1774 distinct values High cardinality
last_name has a high cardinality: 2599 distinct values High cardinality
college has a high cardinality: 210 distinct values High cardinality
position_group is highly correlated with position and 1 other fieldsHigh correlation
position is highly correlated with position_group and 1 other fieldsHigh correlation
section is highly correlated with position and 1 other fieldsHigh correlation
espn_id has 4460 (86.1%) missing values Missing
forty has 182 (3.5%) missing values Missing
vertical has 1075 (20.8%) missing values Missing
bench has 1604 (31.0%) missing values Missing
broad has 1099 (21.2%) missing values Missing
threecone has 1828 (35.3%) missing values Missing
shuttle has 1766 (34.1%) missing values Missing
fms_id is uniformly distributed Uniform
full_name is uniformly distributed Uniform

Variables

fms_id
Real number (ℝ)

UNIFORM

Distinct count5077
Unique (%)98.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2525.566216216216
Minimum-1
Maximum5075
Zeros1
Zeros (%)< 0.1%
Memory size40.5 KiB

Quantile statistics

Minimum-1
5-th percentile250.95
Q11249.75
median2520.5
Q33795.25
95-th percentile4816.05
Maximum5075
Range5076
Interquartile range (IQR)2545.5

Descriptive statistics

Standard deviation1466.265734
Coefficient of variation (CV)0.5805691114
Kurtosis-1.204598404
Mean2525.566216
Median Absolute Deviation (MAD)1273
Skewness0.0102098246
Sum13082433
Variance2149935.202
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
89850.1%
 
274240.1%
 
25640.1%
 
19340.1%
 
131440.1%
 
351440.1%
 
77940.1%
 
470240.1%
 
87440.1%
 
414540.1%
 
Other values (5067)513999.2%
 
ValueCountFrequency (%) 
-130.1%
 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
ValueCountFrequency (%) 
50751< 0.1%
 
50741< 0.1%
 
50731< 0.1%
 
50721< 0.1%
 
50711< 0.1%
 

espn_id
Real number (ℝ≥0)

MISSING

Distinct count639
Unique (%)88.8%
Missing4460
Missing (%)86.1%
Infinite0
Infinite (%)0.0%
Mean3328168.965277778
Minimum246044.0
Maximum4591752.0
Zeros0
Zeros (%)0.0%
Memory size40.5 KiB

Quantile statistics

Minimum246044
5-th percentile547322
Q13123193.5
median3915258.5
Q34035434.75
95-th percentile4361263
Maximum4591752
Range4345708
Interquartile range (IQR)912241.25

Descriptive statistics

Standard deviation1160368.525
Coefficient of variation (CV)0.3486507256
Kurtosis1.513353208
Mean3328168.965
Median Absolute Deviation (MAD)326198.5
Skewness-1.667452271
Sum2396281655
Variance1.346455113e+12
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
425934940.1%
 
391692640.1%
 
456938340.1%
 
391692340.1%
 
55959430.1%
 
403906830.1%
 
40406052< 0.1%
 
40356252< 0.1%
 
5501432< 0.1%
 
40354992< 0.1%
 
Other values (629)69013.3%
 
(Missing)446086.1%
 
ValueCountFrequency (%) 
2460441< 0.1%
 
5002341< 0.1%
 
5306222< 0.1%
 
5310241< 0.1%
 
5361341< 0.1%
 
ValueCountFrequency (%) 
45917521< 0.1%
 
45716621< 0.1%
 
45705751< 0.1%
 
45700612< 0.1%
 
456938340.1%
 

full_name
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count5004
Unique (%)96.6%
Missing0
Missing (%)0.0%
Memory size40.5 KiB
Chris Jones
 
6
Chris Davis
 
6
Derrick Johnson
 
5
Andre Smith
 
5
Brian Allen
 
4
Other values (4999)
5154
ValueCountFrequency (%) 
Chris Jones60.1%
 
Chris Davis60.1%
 
Derrick Johnson50.1%
 
Andre Smith50.1%
 
Brian Allen40.1%
 
Kolby Smith40.1%
 
Diontae Johnson40.1%
 
Gary Johnson40.1%
 
Jamal Peters40.1%
 
Julian Love40.1%
 
Other values (4994)513499.1%
 

Length

Max length24
Median length13
Mean length12.81177606
Min length7

first_name
Categorical

HIGH CARDINALITY

Distinct count1774
Unique (%)34.2%
Missing0
Missing (%)0.0%
Memory size40.5 KiB
Chris
 
106
Brandon
 
72
Mike
 
67
Josh
 
62
Ryan
 
58
Other values (1769)
4815
ValueCountFrequency (%) 
Chris1062.0%
 
Brandon721.4%
 
Mike671.3%
 
Josh621.2%
 
Ryan581.1%
 
David531.0%
 
Anthony531.0%
 
Marcus470.9%
 
Justin460.9%
 
Michael450.9%
 
Other values (1764)457188.2%
 

Length

Max length13
Median length5
Mean length5.445366795
Min length2

last_name
Categorical

HIGH CARDINALITY

Distinct count2599
Unique (%)50.2%
Missing0
Missing (%)0.0%
Memory size40.5 KiB
Johnson
 
108
Williams
 
107
Smith
 
90
Davis
 
72
Brown
 
70
Other values (2594)
4733
ValueCountFrequency (%) 
Johnson1082.1%
 
Williams1072.1%
 
Smith901.7%
 
Davis721.4%
 
Brown701.4%
 
Jones641.2%
 
Jackson561.1%
 
Thomas490.9%
 
Wilson400.8%
 
Moore360.7%
 
Other values (2589)448886.6%
 

Length

Max length16
Median length6
Mean length6.334169884
Min length2

weight
Real number (ℝ≥0)

Distinct count199
Unique (%)3.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean237.2235521235521
Minimum149
Maximum369
Zeros0
Zeros (%)0.0%
Memory size40.5 KiB

Quantile statistics

Minimum149
5-th percentile186
Q1205
median228
Q3260
95-th percentile314
Maximum369
Range220
Interquartile range (IQR)55

Descriptive statistics

Standard deviation41.08510123
Coefficient of variation (CV)0.1731914933
Kurtosis-0.4276735506
Mean237.2235521
Median Absolute Deviation (MAD)26
Skewness0.7051893553
Sum1228818
Variance1687.985543
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
211821.6%
 
213711.4%
 
209691.3%
 
210691.3%
 
204691.3%
 
195681.3%
 
193681.3%
 
202671.3%
 
208671.3%
 
197671.3%
 
Other values (189)448386.5%
 
ValueCountFrequency (%) 
1491< 0.1%
 
1551< 0.1%
 
1602< 0.1%
 
1631< 0.1%
 
1651< 0.1%
 
ValueCountFrequency (%) 
3691< 0.1%
 
3661< 0.1%
 
3641< 0.1%
 
3612< 0.1%
 
3581< 0.1%
 

height_inches
Real number (ℝ≥0)

Distinct count18
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean73.5492277992278
Minimum65
Maximum82
Zeros0
Zeros (%)0.0%
Memory size40.5 KiB

Quantile statistics

Minimum65
5-th percentile69
Q172
median74
Q375
95-th percentile78
Maximum82
Range17
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.566604444
Coefficient of variation (CV)0.03489641592
Kurtosis-0.4574831457
Mean73.5492278
Median Absolute Deviation (MAD)2
Skewness-0.08395216493
Sum380985
Variance6.587458373
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
7570513.6%
 
7369613.4%
 
7468913.3%
 
7266212.8%
 
7657411.1%
 
715139.9%
 
774037.8%
 
703627.0%
 
781893.6%
 
691873.6%
 
Other values (8)2003.9%
 
ValueCountFrequency (%) 
651< 0.1%
 
6660.1%
 
67320.6%
 
68691.3%
 
691873.6%
 
ValueCountFrequency (%) 
821< 0.1%
 
811< 0.1%
 
80190.4%
 
79711.4%
 
781893.6%
 

college
Categorical

HIGH CARDINALITY

Distinct count210
Unique (%)4.1%
Missing0
Missing (%)0.0%
Memory size40.5 KiB
Florida State
 
128
USC
 
126
Alabama
 
125
Ohio State
 
124
LSU
 
121
Other values (205)
4556
ValueCountFrequency (%) 
Florida State1282.5%
 
USC1262.4%
 
Alabama1252.4%
 
Ohio State1242.4%
 
LSU1212.3%
 
Miami1162.2%
 
Florida1152.2%
 
Georgia1122.2%
 
Oklahoma1092.1%
 
Notre Dame971.9%
 
Other values (200)400777.4%
 

Length

Max length22
Median length8
Mean length8.972779923
Min length3

draft_year
Real number (ℝ≥0)

Distinct count20
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2010.2596525096526
Minimum2000
Maximum2019
Zeros0
Zeros (%)0.0%
Memory size40.5 KiB

Quantile statistics

Minimum2000
5-th percentile2001
Q12006
median2010
Q32015
95-th percentile2019
Maximum2019
Range19
Interquartile range (IQR)9

Descriptive statistics

Standard deviation5.643419915
Coefficient of variation (CV)0.00280730895
Kurtosis-1.106032943
Mean2010.259653
Median Absolute Deviation (MAD)5
Skewness-0.136953855
Sum10413145
Variance31.84818833
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
20193486.7%
 
20102965.7%
 
20162945.7%
 
20112845.5%
 
20082845.5%
 
20182835.5%
 
20142805.4%
 
20172795.4%
 
20122755.3%
 
20092715.2%
 
Other values (10)228644.1%
 
ValueCountFrequency (%) 
20002074.0%
 
20011873.6%
 
20022023.9%
 
20032054.0%
 
20042244.3%
 
ValueCountFrequency (%) 
20193486.7%
 
20182835.5%
 
20172795.4%
 
20162945.7%
 
20152625.1%
 

position
Categorical

HIGH CORRELATION

Distinct count19
Unique (%)0.4%
Missing0
Missing (%)0.0%
Memory size40.5 KiB
WR
825
CB
565
RB
545
S
 
458
DE
 
433
Other values (14)
2354
ValueCountFrequency (%) 
WR82515.9%
 
CB56510.9%
 
RB54510.5%
 
S4588.8%
 
DE4338.4%
 
OLB4188.1%
 
DT3617.0%
 
QB3396.5%
 
TE3336.4%
 
OT2645.1%
 
Other values (9)63912.3%
 

Length

Max length3
Median length2
Mean length2.025096525
Min length1

position_group
Categorical

HIGH CORRELATION

Distinct count11
Unique (%)0.2%
Missing3
Missing (%)0.1%
Memory size40.5 KiB
DB
1023
DL
831
WR
825
LB
669
RB
652
Other values (6)
1177
ValueCountFrequency (%) 
DB102319.7%
 
DL83116.0%
 
WR82515.9%
 
LB66912.9%
 
RB65212.6%
 
OL4809.3%
 
QB3396.5%
 
TE3336.4%
 
LS210.4%
 
P30.1%
 
(Missing)30.1%
 

Length

Max length3
Median length2
Mean length2
Min length1

section
Categorical

HIGH CORRELATION

Distinct count3
Unique (%)0.1%
Missing3
Missing (%)0.1%
Memory size40.5 KiB
O
2629
D
2523
ST
 
25
ValueCountFrequency (%) 
O262950.8%
 
D252348.7%
 
ST250.5%
 
(Missing)30.1%
 

Length

Max length3
Median length1
Mean length1.005984556
Min length1

forty
Real number (ℝ≥0)

MISSING

Distinct count148
Unique (%)3.0%
Missing182
Missing (%)3.5%
Infinite0
Infinite (%)0.0%
Mean4.72453181272509
Minimum4.22
Maximum6.0
Zeros0
Zeros (%)0.0%
Memory size40.5 KiB

Quantile statistics

Minimum4.22
5-th percentile4.4
Q14.5225
median4.65
Q34.87
95-th percentile5.2715
Maximum6
Range1.78
Interquartile range (IQR)0.3475

Descriptive statistics

Standard deviation0.268025285
Coefficient of variation (CV)0.05673054932
Kurtosis0.4528080088
Mean4.724531813
Median Absolute Deviation (MAD)0.15
Skewness0.9584615606
Sum23613.21
Variance0.07183755342
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
4.51332.6%
 
4.561292.5%
 
4.531132.2%
 
4.651102.1%
 
4.521102.1%
 
4.581082.1%
 
4.621062.0%
 
4.591062.0%
 
4.54971.9%
 
4.51941.8%
 
Other values (138)389275.1%
 
(Missing)1823.5%
 
ValueCountFrequency (%) 
4.222< 0.1%
 
4.241< 0.1%
 
4.261< 0.1%
 
4.272< 0.1%
 
4.2830.1%
 
ValueCountFrequency (%) 
61< 0.1%
 
5.841< 0.1%
 
5.751< 0.1%
 
5.731< 0.1%
 
5.711< 0.1%
 

vertical
Real number (ℝ≥0)

MISSING

Distinct count53
Unique (%)1.3%
Missing1075
Missing (%)20.8%
Infinite0
Infinite (%)0.0%
Mean33.25724725943971
Minimum19.0
Maximum46.0
Zeros0
Zeros (%)0.0%
Memory size40.5 KiB

Quantile statistics

Minimum19
5-th percentile26
Q130.5
median33.5
Q336
95-th percentile39.5
Maximum46
Range27
Interquartile range (IQR)5.5

Descriptive statistics

Standard deviation4.05818869
Coefficient of variation (CV)0.1220241909
Kurtosis0.03215019989
Mean33.25724726
Median Absolute Deviation (MAD)2.5
Skewness-0.2419232057
Sum136521
Variance16.46889544
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
332334.5%
 
33.52214.3%
 
342154.2%
 
34.51993.8%
 
351983.8%
 
361963.8%
 
35.51893.6%
 
321863.6%
 
32.51863.6%
 
30.51522.9%
 
Other values (43)213041.1%
 
(Missing)107520.8%
 
ValueCountFrequency (%) 
191< 0.1%
 
19.52< 0.1%
 
20.550.1%
 
2130.1%
 
21.560.1%
 
ValueCountFrequency (%) 
461< 0.1%
 
4540.1%
 
44.51< 0.1%
 
4430.1%
 
43.580.2%
 

bench
Real number (ℝ≥0)

MISSING

Distinct count45
Unique (%)1.3%
Missing1604
Missing (%)31.0%
Infinite0
Infinite (%)0.0%
Mean20.335850111856825
Minimum2.0
Maximum49.0
Zeros0
Zeros (%)0.0%
Memory size40.5 KiB

Quantile statistics

Minimum2
5-th percentile11
Q116
median20
Q324
95-th percentile31
Maximum49
Range47
Interquartile range (IQR)8

Descriptive statistics

Standard deviation6.323618598
Coefficient of variation (CV)0.3109591467
Kurtosis0.2671691235
Mean20.33585011
Median Absolute Deviation (MAD)4
Skewness0.3112908244
Sum72721
Variance39.98815217
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
192324.5%
 
222204.2%
 
232084.0%
 
182084.0%
 
242023.9%
 
172023.9%
 
151983.8%
 
201973.8%
 
211963.8%
 
161953.8%
 
Other values (35)151829.3%
 
(Missing)160431.0%
 
ValueCountFrequency (%) 
240.1%
 
32< 0.1%
 
450.1%
 
540.1%
 
6100.2%
 
ValueCountFrequency (%) 
491< 0.1%
 
4530.1%
 
4430.1%
 
431< 0.1%
 
422< 0.1%
 

broad
Real number (ℝ≥0)

MISSING

Distinct count60
Unique (%)1.5%
Missing1099
Missing (%)21.2%
Infinite0
Infinite (%)0.0%
Mean115.39108061749572
Minimum74.0
Maximum147.0
Zeros0
Zeros (%)0.0%
Memory size40.5 KiB

Quantile statistics

Minimum74
5-th percentile100
Q1110
median116
Q3121
95-th percentile128
Maximum147
Range73
Interquartile range (IQR)11

Descriptive statistics

Standard deviation8.590547634
Coefficient of variation (CV)0.0744472414
Kurtosis0.4368762084
Mean115.3910806
Median Absolute Deviation (MAD)5
Skewness-0.4514636607
Sum470911
Variance73.79750866
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1202244.3%
 
1182174.2%
 
1172134.1%
 
1152074.0%
 
1162013.9%
 
1212013.9%
 
1131793.5%
 
1191793.5%
 
1141653.2%
 
1121583.1%
 
Other values (50)213741.3%
 
(Missing)109921.2%
 
ValueCountFrequency (%) 
741< 0.1%
 
781< 0.1%
 
821< 0.1%
 
851< 0.1%
 
862< 0.1%
 
ValueCountFrequency (%) 
1471< 0.1%
 
14130.1%
 
1401< 0.1%
 
1392< 0.1%
 
1381< 0.1%
 

threecone
Real number (ℝ≥0)

MISSING

Distinct count201
Unique (%)6.0%
Missing1828
Missing (%)35.3%
Infinite0
Infinite (%)0.0%
Mean7.2054445107398575
Minimum6.28
Maximum9.04
Zeros0
Zeros (%)0.0%
Memory size40.5 KiB

Quantile statistics

Minimum6.28
5-th percentile6.72
Q16.95
median7.14
Q37.4
95-th percentile7.92
Maximum9.04
Range2.76
Interquartile range (IQR)0.45

Descriptive statistics

Standard deviation0.3648961367
Coefficient of variation (CV)0.05064172463
Kurtosis0.6681075752
Mean7.205444511
Median Absolute Deviation (MAD)0.22
Skewness0.8428760696
Sum24152.65
Variance0.1331491906
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
7.09741.4%
 
7.07661.3%
 
7621.2%
 
6.9601.2%
 
7.08561.1%
 
7.15551.1%
 
6.95531.0%
 
7.03531.0%
 
7.12501.0%
 
6.97470.9%
 
Other values (191)277653.6%
 
(Missing)182835.3%
 
ValueCountFrequency (%) 
6.281< 0.1%
 
6.341< 0.1%
 
6.421< 0.1%
 
6.452< 0.1%
 
6.461< 0.1%
 
ValueCountFrequency (%) 
9.041< 0.1%
 
8.751< 0.1%
 
8.721< 0.1%
 
8.671< 0.1%
 
8.551< 0.1%
 

shuttle
Real number (ℝ≥0)

MISSING

Distinct count141
Unique (%)4.1%
Missing1766
Missing (%)34.1%
Infinite0
Infinite (%)0.0%
Mean4.351239015817224
Minimum3.73
Maximum5.56
Zeros0
Zeros (%)0.0%
Memory size40.5 KiB

Quantile statistics

Minimum3.73
5-th percentile4.0165
Q14.18
median4.32
Q34.49
95-th percentile4.82
Maximum5.56
Range1.83
Interquartile range (IQR)0.31

Descriptive statistics

Standard deviation0.242499473
Coefficient of variation (CV)0.05573113133
Kurtosis0.5640156402
Mean4.351239016
Median Absolute Deviation (MAD)0.15
Skewness0.7090538462
Sum14855.13
Variance0.05880599442
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
4.4931.8%
 
4.28881.7%
 
4.2841.6%
 
4.25841.6%
 
4.15811.6%
 
4.21771.5%
 
4.18731.4%
 
4.32711.4%
 
4.33671.3%
 
4.07661.3%
 
Other values (131)263050.8%
 
(Missing)176634.1%
 
ValueCountFrequency (%) 
3.731< 0.1%
 
3.751< 0.1%
 
3.781< 0.1%
 
3.81< 0.1%
 
3.812< 0.1%
 
ValueCountFrequency (%) 
5.561< 0.1%
 
5.421< 0.1%
 
5.381< 0.1%
 
5.331< 0.1%
 
5.281< 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

fms_idespn_idfull_namefirst_namelast_nameweightheight_inchescollegedraft_yearpositionposition_groupsectionfortyverticalbenchbroadthreeconeshuttle
024047646.0A.J. BrownA.J.Brown22672Ole Miss2019WRWRO4.4936.519.0120.0NaNNaN
11023728248.0Albert HugginsAlbertHuggins30575Clemson2019DLDLD5.1225.535.0101.07.844.84
21083917668.0Alec IngoldAlecIngold24273Wisconsin2019FBRBO4.8934.016.0116.07.354.32
31133886636.0Alex BarnesAlexBarnes22672Kansas State2019RBRBO4.5938.534.0126.06.954.10
41364048244.0Alexander MattisonAlexanderMattison22171Boise State2019RBRBO4.6735.022.0127.07.134.29
51433117249.0Alijah HolderAlijahHolder19173Stanford2019CBDBD4.6036.09.0121.06.704.15
61443932433.0Alize MackAlizeMack24976Notre Dame2019TETEO4.7036.022.0120.07.274.34
71634036134.0Amani HookerAmaniHooker21071Iowa2019SDBD4.4837.014.0123.06.814.10
81643116175.0Amani OruwariyeAmaniOruwariye20574Penn State2019CBDBD4.4736.517.0120.06.824.16
91793127264.0Andre DillardAndreDillard31577Washington State2019OTOLO4.9629.024.0118.07.444.40

Last rows

fms_idespn_idfull_namefirst_namelast_nameweightheight_inchescollegedraft_yearpositionposition_groupsectionfortyverticalbenchbroadthreeconeshuttle
51704793NaNTrent GambleTrentGamble18669Wyoming2000SDBD4.5637.021.0124.06.603.90
51714812NaNTrevor GaylorTrevorGaylor19975Miami (OH)2000WRWRO4.5637.5NaN121.07.034.29
51724814NaNTrevor InsleyTrevorInsley19272Nevada2000WRWRO4.70NaNNaNNaNNaNNaN
51734833NaNTroy HambrickTroyHambrick23772Savannah State2000RBRBO4.6634.521.0118.07.484.44
51744840NaNTroy WaltersTroyWalters17166Stanford2000WRWRO4.5532.5NaN106.06.613.84
51754843NaNTrung CanidateTrungCanidate19371Arizona2000RBRBO4.41NaN18.0NaNNaNNaN
51764961NaNWendell MontgomeryWendellMontgomery20375Wyoming2000WRWRO4.8135.5NaN117.07.014.24
51774990NaNWilliam BarteeWilliamBartee19273Oklahoma2000CBDBD4.4338.5NaN124.06.703.99
51785013NaNWindrell HayesWindrellHayes20471USC2000WRWRO4.50NaNNaNNaN7.334.18
51795073NaNZeron FlemisterZeronFlemister24976Iowa2000TETEO4.7237.014.0116.06.924.16

Duplicate rows

Most frequent

fms_idespn_idfull_namefirst_namelast_nameweightheight_inchescollegedraft_yearpositionposition_groupsectionfortyverticalbenchbroadthreeconeshuttlecount
02563145005.0Anthony NelsonAnthonyNelson27179Iowa2019DLDLD4.8235.518.0118.06.954.232
12563894856.0Anthony NelsonAnthonyNelson27179Iowa2019DLDLD4.8235.518.0118.06.954.232
2620530622.0Bronson KaufusiBronsonKaufusi28578BYU2016DEDLD4.8730.025.0111.07.034.252
36204361244.0Bronson KaufusiBronsonKaufusi28578BYU2016DEDLD4.8730.025.0111.07.034.252
48983917296.0Chris JonesChrisJones31078Mississippi State2016DTDLD5.0324.526.0106.07.444.622
58984035375.0Chris JonesChrisJones31078Mississippi State2016DTDLD5.0324.526.0106.07.444.622
69013672833.0Chris LindstromChrisLindstrom30876Boston College2019OTOLO4.9130.525.0117.07.614.542
79014239950.0Chris LindstromChrisLindstrom30876Boston College2019OTOLO4.9130.525.0117.07.614.542
811803116129.0Damien AndersonDamienAnderson21170Northwestern2002RBRBO4.5633.527.0112.06.934.022
911804361263.0Damien AndersonDamienAnderson21170Northwestern2002RBRBO4.5633.527.0112.06.934.022